Overview

Dataset statistics

Number of variables26
Number of observations305613
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory1.5 GiB
Average record size in memory5.0 KiB

Variable types

CAT13
NUM9
BOOL3
URL1

Reproduction

Analysis started2020-05-07 08:55:11.232175
Analysis finished2020-05-07 10:15:47.386644
Versionpandas-profiling v2.6.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
Pathalias has a high cardinality: 23629 distinct values High cardinality
Uid has a high cardinality: 38312 distinct values High cardinality
Longitude has a high cardinality: 17229 distinct values High cardinality
Concept has a high cardinality: 668 distinct values High cardinality
Subcategory has a high cardinality: 77 distinct values High cardinality
Alltags has a high cardinality: 113885 distinct values High cardinality
Title has a high cardinality: 187785 distinct values High cardinality
location_description has a high cardinality: 1010 distinct values High cardinality
user_description has a high cardinality: 18492 distinct values High cardinality
photo_firstdate has a high cardinality: 38241 distinct values High cardinality
Subcategory is highly correlated with CategoryHigh Correlation
Category is highly correlated with SubcategoryHigh Correlation
photo_count is highly skewed (γ1 = 27.50764037) Skewed
Geoaccuracy has 270798 (88.6%) zeros Zeros
Latitude has 270686 (88.6%) zeros Zeros
timezone_timezone_id has 19244 (6.3%) zeros Zeros
timezone_offset has 134630 (44.1%) zeros Zeros

Variables

Mediastatus
Categorical

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
ready
305612
processing
 
1
ValueCountFrequency (%) 
ready 305612 > 99.9%
 
processing 1 < 0.1%
 

Length

Max length10
Mean length5.000016361
Min length5
ValueCountFrequency (%) 
Lowercase_Letter 12 100.0%
 
ValueCountFrequency (%) 
Latin 12 100.0%
 
ValueCountFrequency (%) 
ASCII 12 100.0%
 

Pathalias
Categorical

HIGH CARDINALITY
Distinct count23629
Unique (%)7.7%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
None
93673
siomarq
 
1376
peeebeee
 
1120
esteemedhelga
 
1104
autisticreality
 
1100
Other values (23624)
207240
ValueCountFrequency (%) 
None 93673 30.7%
 
siomarq 1376 0.5%
 
peeebeee 1120 0.4%
 
esteemedhelga 1104 0.4%
 
autisticreality 1100 0.4%
 
estudioobjetivo 1059 0.3%
 
diaposityph_photographie 996 0.3%
 
shralpin 965 0.3%
 
mijasnatural 956 0.3%
 
uggoff 944 0.3%
 
Other values (23619) 202320 66.2%
 

Length

Max length46
Mean length9.093281372
Min length2
ValueCountFrequency (%) 
Lowercase_Letter 26 66.7%
 
Decimal_Number 10 25.6%
 
Connector_Punctuation 1 2.6%
 
Dash_Punctuation 1 2.6%
 
Uppercase_Letter 1 2.6%
 
ValueCountFrequency (%) 
Latin 27 69.2%
 
Common 12 30.8%
 
ValueCountFrequency (%) 
ASCII 39 100.0%
 

Ispublic
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.7 MiB
1
305569
0
 
44
ValueCountFrequency (%) 
1 305569 > 99.9%
 
0 44 < 0.1%
 

Pid
Real number (ℝ≥0)

UNIQUE
Distinct count305613
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean392926.31741778
Minimum775
Maximum1118345
Zeros0
Zeros (%)0.0%
Memory size14.7 MiB

Quantile statistics

Minimum775
5-th percentile174776.6
Q1243080
median327546
Q3425265
95-th percentile930686.2
Maximum1118345
Range1117570
Interquartile range (IQR)182185

Descriptive statistics

Standard deviation222159.6271
Coefficient of variation (CV)0.5653976771
Kurtosis1.666029589
Mean392926.3174
Median Absolute Deviation (MAD)163027.0714
Skewness1.543055231
Sum1.200833906e+11
Variance4.935489993e+10
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[7.7500000e+02 1.6586500e+04 1.6626500e+04 2.2095000e+04 2.2111500e+04 ... 1.1152425e+06 1.1172525e+06 1.1174425e+06 1.1179715e+06 1.1183450e+06], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1060858 1 < 0.1%
 
191240 1 < 0.1%
 
195338 1 < 0.1%
 
193291 1 < 0.1%
 
183052 1 < 0.1%
 
181005 1 < 0.1%
 
187150 1 < 0.1%
 
185103 1 < 0.1%
 
658196 1 < 0.1%
 
656149 1 < 0.1%
 
Other values (305603) 305603 > 99.9%
 
ValueCountFrequency (%) 
775 1 < 0.1%
 
1075 1 < 0.1%
 
4890 1 < 0.1%
 
6568 1 < 0.1%
 
7079 1 < 0.1%
 
ValueCountFrequency (%) 
1118345 1 < 0.1%
 
1118344 1 < 0.1%
 
1118342 1 < 0.1%
 
1118334 1 < 0.1%
 
1118328 1 < 0.1%
 

Uid
Categorical

HIGH CARDINALITY
Distinct count38312
Unique (%)12.5%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
31253@N15
 
1376
32024@N27
 
1245
50945@N5
 
1120
37936@N48
 
1104
60519@N0
 
1100
Other values (38307)
299668
ValueCountFrequency (%) 
31253@N15 1376 0.5%
 
32024@N27 1245 0.4%
 
50945@N5 1120 0.4%
 
37936@N48 1104 0.4%
 
60519@N0 1100 0.4%
 
28906@N6 1059 0.3%
 
34159@N2 996 0.3%
 
26382@N85 965 0.3%
 
30107@N44 956 0.3%
 
6762@N35 944 0.3%
 
Other values (38302) 294748 96.4%
 

Length

Max length10
Mean length8.847624283
Min length5
ValueCountFrequency (%) 
Decimal_Number 10 83.3%
 
Uppercase_Letter 1 8.3%
 
Other_Punctuation 1 8.3%
 
ValueCountFrequency (%) 
Common 11 91.7%
 
Latin 1 8.3%
 
ValueCountFrequency (%) 
ASCII 12 100.0%
 

Postdate
Real number (ℝ≥0)

Distinct count290445
Unique (%)95.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1445006729.8460865
Minimum1425139200
Maximum1456761266
Zeros0
Zeros (%)0.0%
Memory size4.7 MiB

Quantile statistics

Minimum1425139200
5-th percentile1429315813
Q11438678897
median1446278938
Q31451899390
95-th percentile1456037172
Maximum1456761266
Range31622066
Interquartile range (IQR)13220493

Descriptive statistics

Standard deviation8421032.972
Coefficient of variation (CV)0.005827677337
Kurtosis-0.7652941574
Mean1445006730
Median Absolute Deviation (MAD)7071909.193
Skewness-0.5188632826
Sum4.416128417e+14
Variance7.091379631e+13
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.42513920e+09 1.42513928e+09 1.42518136e+09 1.42519726e+09 1.42519746e+09 ... 1.45674021e+09 1.45674114e+09 1.45674298e+09 1.45674926e+09 1.45676127e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1451577600 534 0.2%
 
1438358400 352 0.1%
 
1448899200 290 0.1%
 
1433088000 141 < 0.1%
 
1443628800 110 < 0.1%
 
1429245155 102 < 0.1%
 
1446307200 77 < 0.1%
 
1427817600 70 < 0.1%
 
1438703883 68 < 0.1%
 
1441179251 52 < 0.1%
 
Other values (290435) 303817 99.4%
 
ValueCountFrequency (%) 
1425139200 9 < 0.1%
 
1425139363 1 < 0.1%
 
1425141098 1 < 0.1%
 
1425142051 1 < 0.1%
 
1425144087 1 < 0.1%
 
ValueCountFrequency (%) 
1456761266 1 < 0.1%
 
1456761253 1 < 0.1%
 
1456760939 1 < 0.1%
 
1456760927 1 < 0.1%
 
1456760766 1 < 0.1%
 

Longitude
Categorical

HIGH CARDINALITY
Distinct count17229
Unique (%)5.6%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
270684
-87.85915
 
718
-73.10693
 
453
7.01860
 
386
-83.74890
 
324
Other values (17224)
 
33048
ValueCountFrequency (%) 
270684 88.6%
 
-87.85915 718 0.2%
 
-73.10693 453 0.1%
 
7.01860 386 0.1%
 
-83.74890 324 0.1%
 
-6.76612 315 0.1%
 
-122.33170 200 0.1%
 
-77.07521 182 0.1%
 
24.92708 177 0.1%
 
-72.74758 165 0.1%
 
Other values (17219) 32009 10.5%
 

Length

Max length10
Mean length0.9717551282
Min length0
ValueCountFrequency (%) 
Decimal_Number 10 83.3%
 
Dash_Punctuation 1 8.3%
 
Other_Punctuation 1 8.3%
 
ValueCountFrequency (%) 
Common 12 100.0%
 
ValueCountFrequency (%) 
ASCII 12 100.0%
 

Geoaccuracy
Real number (ℝ≥0)

ZEROS
Distinct count16
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.7366571448204102
Minimum0
Maximum16
Zeros270798
Zeros (%)88.6%
Memory size4.7 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile16
Maximum16
Range16
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4.86843345
Coefficient of variation (CV)2.803335975
Kurtosis4.158434601
Mean1.736657145
Median Absolute Deviation (MAD)3.077639246
Skewness2.47014727
Sum530745
Variance23.70164425
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 1. 2.5 5.5 7.5 ... 12.5 13.5 14.5 15.5 16. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 270798 88.6%
 
16 23230 7.6%
 
15 5568 1.8%
 
14 2260 0.7%
 
13 1475 0.5%
 
12 1086 0.4%
 
11 494 0.2%
 
10 280 0.1%
 
9 241 0.1%
 
8 117 < 0.1%
 
Other values (6) 64 < 0.1%
 
ValueCountFrequency (%) 
0 270798 88.6%
 
2 2 < 0.1%
 
3 5 < 0.1%
 
4 8 < 0.1%
 
5 10 < 0.1%
 
ValueCountFrequency (%) 
16 23230 7.6%
 
15 5568 1.8%
 
14 2260 0.7%
 
13 1475 0.5%
 
12 1086 0.4%
 

Latitude
Real number (ℝ)

ZEROS
Distinct count17594
Unique (%)5.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.2464201495486105
Minimum-75.901477
Maximum73.574427
Zeros270686
Zeros (%)88.6%
Memory size4.7 MiB

Quantile statistics

Minimum-75.901477
5-th percentile0
Q10
median0
Q30
95-th percentile43.1250778
Maximum73.574427
Range149.475904
Interquartile range (IQR)0

Descriptive statistics

Standard deviation13.76024985
Coefficient of variation (CV)3.240435324
Kurtosis5.918207121
Mean4.24642015
Median Absolute Deviation (MAD)8.051937228
Skewness2.488104326
Sum1297761.201
Variance189.344476
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-75.901477 -55.0066055 -54.5646405 -54.5631435 -54.5009295 ... 68.034402 68.0349395 68.068783 70.093123 73.574427 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 270686 88.6%
 
41.981378 718 0.2%
 
43.551083 386 0.1%
 
42.188894 324 0.1%
 
52.444932 315 0.1%
 
44.34667 264 0.1%
 
47.594949 200 0.1%
 
44.345519 189 0.1%
 
37.528234 182 0.1%
 
60.18625 177 0.1%
 
Other values (17584) 32172 10.5%
 
ValueCountFrequency (%) 
-75.901477 1 < 0.1%
 
-64.72742 2 < 0.1%
 
-63.642887 1 < 0.1%
 
-62.980359 1 < 0.1%
 
-62.184812 1 < 0.1%
 
ValueCountFrequency (%) 
73.574427 1 < 0.1%
 
71.649832 2 < 0.1%
 
70.981188 1 < 0.1%
 
70.095987 1 < 0.1%
 
70.090259 1 < 0.1%
 

Category
Categorical

HIGH CORRELATION
Distinct count11
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
Travel&Active&Sports
66469
Holiday&Celebrations
54751
Fashion
49282
Entertainment
29590
Social&People
23351
Other values (6)
82170
ValueCountFrequency (%) 
Travel&Active&Sports 66469 21.7%
 
Holiday&Celebrations 54751 17.9%
 
Fashion 49282 16.1%
 
Entertainment 29590 9.7%
 
Social&People 23351 7.6%
 
Whether&Season 20292 6.6%
 
Animal 19992 6.5%
 
Food 16727 5.5%
 
Urban 15272 5.0%
 
Electronics 5613 1.8%
 

Length

Max length20
Mean length13.39047096
Min length4
ValueCountFrequency (%) 
Lowercase_Letter 17 60.7%
 
Uppercase_Letter 10 35.7%
 
Other_Punctuation 1 3.6%
 
ValueCountFrequency (%) 
Latin 27 96.4%
 
Common 1 3.6%
 
ValueCountFrequency (%) 
ASCII 28 100.0%
 

Concept
Categorical

HIGH CARDINALITY
Distinct count668
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
pumpkinpatch
 
1874
happynewyear
 
1815
hauntedhouse
 
1812
quarterback
 
1763
newyearseve
 
1759
Other values (663)
296590
ValueCountFrequency (%) 
pumpkinpatch 1874 0.6%
 
happynewyear 1815 0.6%
 
hauntedhouse 1812 0.6%
 
quarterback 1763 0.6%
 
newyearseve 1759 0.6%
 
merrychristmas 1745 0.6%
 
chilly 1739 0.6%
 
trickortreat 1726 0.6%
 
tar 1694 0.6%
 
carols 1663 0.5%
 
Other values (658) 288023 94.2%
 

Length

Max length19
Mean length7.568997392
Min length2
ValueCountFrequency (%) 
Lowercase_Letter 26 96.3%
 
Connector_Punctuation 1 3.7%
 
ValueCountFrequency (%) 
Latin 26 96.3%
 
Common 1 3.7%
 
ValueCountFrequency (%) 
ASCII 27 100.0%
 

Subcategory
Categorical

HIGH CARDINALITY
HIGH CORRELATION
Distinct count77
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
Halloween
 
16390
Makeup
 
12018
Books
 
11105
Music
 
10506
Christmas
 
10345
Other values (72)
245249
ValueCountFrequency (%) 
Halloween 16390 5.4%
 
Makeup 12018 3.9%
 
Books 11105 3.6%
 
Music 10506 3.4%
 
Christmas 10345 3.4%
 
Wedding 8753 2.9%
 
Cars 8340 2.7%
 
Good,Morning 8051 2.6%
 
StreetArt 7717 2.5%
 
Architecture 7555 2.5%
 
Other values (67) 204833 67.0%
 

Length

Max length14
Mean length7.216816693
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 22 48.9%
 
Uppercase_Letter 21 46.7%
 
Other_Punctuation 2 4.4%
 
ValueCountFrequency (%) 
Latin 43 95.6%
 
Common 2 4.4%
 
ValueCountFrequency (%) 
ASCII 45 100.0%
 

Alltags
Categorical

HIGH CARDINALITY
Distinct count113885
Unique (%)37.3%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
pictures sports skateboarding photos images skateboard videos skateboardingisfun skateeverydamnday
 
965
santa christmas xmas holiday snow stockings st bells festive reindeer snowflakes snowman globe poinsettia illuminations garland holly scrooge nicholas elf wreath evergreen ornaments angels tinsel icicle manger yule santaclaus mistletoe nutcracker cheer jolly christmastrees happyholidays bethlehem merrychristmas bauble rejoice goodwill partridge elves yuletide caroling holidayseason carolers seasongreetings merrifieldgardencenter edww christchild daydae esteemedhelga jesus hohoho gingerbread wrappingpaper giftgiving joyeuxnoel northpole holidaydecornativity sleighride artificialtree candycane feliznavidadfrostythesnowman kriskringle sleighbells stockingstuffer wisemen twelvedaysofchristmas winterwonderland
 
960
color eye beauty radio hair book makeup andalucia bodypaint semi nails massage solarium hairdresser laser shellac artdeco lpg portfolio bodyart hairstyle unisex malaga facial imagen lash belleza fuengirola torremolinos marbella mijas permanent corporal extensions plataforma redken beautician stylist peluqueria frequency permanente maquillaje pestaas uas benalmadena estetica carita masaje estilismo extensiones environ ghd kerastase esthetic nutricion radiofrecuencia mesotherapy endermologie dietetica esteticista fotodepilacion micropigmentation mesoterapia vibratoria micropigmentacion photoepilation
 
956
haircolor whitehair joico manicpanic firehair silverhair rainbowhair mermaidhair kenra pravana unicornhair pastelhair pinwheelpattern opalhair
 
921
chicago illinois furry midwest december ohare rosemont convention hyatt regency fursuit 2015 furfest fursuiting acrufox mff2015
 
718
Other values (113880)
301093
ValueCountFrequency (%) 
pictures sports skateboarding photos images skateboard videos skateboardingisfun skateeverydamnday 965 0.3%
 
santa christmas xmas holiday snow stockings st bells festive reindeer snowflakes snowman globe poinsettia illuminations garland holly scrooge nicholas elf wreath evergreen ornaments angels tinsel icicle manger yule santaclaus mistletoe nutcracker cheer jolly christmastrees happyholidays bethlehem merrychristmas bauble rejoice goodwill partridge elves yuletide caroling holidayseason carolers seasongreetings merrifieldgardencenter edww christchild daydae esteemedhelga jesus hohoho gingerbread wrappingpaper giftgiving joyeuxnoel northpole holidaydecornativity sleighride artificialtree candycane feliznavidadfrostythesnowman kriskringle sleighbells stockingstuffer wisemen twelvedaysofchristmas winterwonderland 960 0.3%
 
color eye beauty radio hair book makeup andalucia bodypaint semi nails massage solarium hairdresser laser shellac artdeco lpg portfolio bodyart hairstyle unisex malaga facial imagen lash belleza fuengirola torremolinos marbella mijas permanent corporal extensions plataforma redken beautician stylist peluqueria frequency permanente maquillaje pestaas uas benalmadena estetica carita masaje estilismo extensiones environ ghd kerastase esthetic nutricion radiofrecuencia mesotherapy endermologie dietetica esteticista fotodepilacion micropigmentation mesoterapia vibratoria micropigmentacion photoepilation 956 0.3%
 
haircolor whitehair joico manicpanic firehair silverhair rainbowhair mermaidhair kenra pravana unicornhair pastelhair pinwheelpattern opalhair 921 0.3%
 
chicago illinois furry midwest december ohare rosemont convention hyatt regency fursuit 2015 furfest fursuiting acrufox mff2015 718 0.2%
 
ocean sea boats harbor sailing ships submarine yachts motorboats navel ports shipwrecks sailingships subs rowboats seafaring crisscraft oceanliners 716 0.2%
 
shit flicks 644 0.2%
 
halloween stlouis convention tradeshow haunt hauntedhouse transworld hauntedattraction hauntshow haashow hauntconvention halloweenattractionsshow hauntedattractionconvention transworldshalloweenattractionsshow 622 0.2%
 
street urban streetart color pasteup art wall painting graffiti artwork stencil sticker stickerart mural artist arte grafiti handmade character wheatpaste tag stickers streetphotography murals streetlife wallart spray urbanart crew installation animation roller spraypaint walls graff piece aerosol tagging stencilart legal artworks graffitiart mytag photooftheday wildstyle sprayart handstyle urbanwalls postgraffiti buildinggraffiti yarnbombing streetartistry instagraffiti tagsforlikes doncampeon 580 0.2%
 
atlanta cars coffee automobile exotic caffeine exotics octane 540 0.2%
 
Other values (113875) 297991 97.5%
 

Length

Max length1680
Mean length183.0918318
Min length0
ValueCountFrequency (%) 
Lowercase_Letter 26 59.1%
 
Decimal_Number 10 22.7%
 
Math_Symbol 3 6.8%
 
Other_Punctuation 2 4.5%
 
Open_Punctuation 1 2.3%
 
Close_Punctuation 1 2.3%
 
Space_Separator 1 2.3%
 
ValueCountFrequency (%) 
Latin 26 59.1%
 
Common 18 40.9%
 
ValueCountFrequency (%) 
ASCII 44 100.0%
 

Mediatype
Categorical

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
photo
304998
video
 
615
ValueCountFrequency (%) 
photo 304998 99.8%
 
video 615 0.2%
 

Length

Max length5
Mean length5
Min length5
ValueCountFrequency (%) 
Lowercase_Letter 8 100.0%
 
ValueCountFrequency (%) 
Latin 8 100.0%
 
ValueCountFrequency (%) 
ASCII 8 100.0%
 

Title
Categorical

HIGH CARDINALITY
Distinct count187785
Unique (%)61.4%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
 
10553
www.outrageousrainbows.com
 
941
Shit Flicks
 
644
USO Show Troupe Independence Day Tour
 
532
Grand Farewell to Dean of Students Gary Clinton
 
530
Other values (187780)
292413
ValueCountFrequency (%) 
10553 3.5%
 
www.outrageousrainbows.com 941 0.3%
 
Shit Flicks 644 0.2%
 
USO Show Troupe Independence Day Tour 532 0.2%
 
Grand Farewell to Dean of Students Gary Clinton 530 0.2%
 
S & B Wedding 469 0.2%
 
Fittest On The Beach 391 0.1%
 
Australia 331 0.1%
 
Empty Bowls Project 2016 (Saline, Michigan 323 0.1%
 
Hare and Hound 2016 317 0.1%
 
Other values (187775) 290582 95.1%
 

Length

Max length263
Mean length27.67683312
Min length0
ValueCountFrequency (%) 
Lowercase_Letter 26 27.7%
 
Uppercase_Letter 26 27.7%
 
Other_Punctuation 14 14.9%
 
Decimal_Number 10 10.6%
 
Math_Symbol 6 6.4%
 
Open_Punctuation 3 3.2%
 
Close_Punctuation 3 3.2%
 
Modifier_Symbol 2 2.1%
 
Dash_Punctuation 1 1.1%
 
Currency_Symbol 1 1.1%
 
Other values (2) 2 2.1%
 
ValueCountFrequency (%) 
Latin 52 55.3%
 
Common 42 44.7%
 
ValueCountFrequency (%) 
ASCII 94 100.0%
 

image_url
URL

UNIQUE
Distinct count305613
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
https://www.flickr.com/photos/19263293@N00/24369325349
 
1
https://www.flickr.com/photos/142072863@N02/27146382052
 
1
https://www.flickr.com/photos/84186714@N03/24048349849
 
1
https://www.flickr.com/photos/7552532@N07/25954383075
 
1
https://www.flickr.com/photos/62467895@N04/18462292402
 
1
Other values (305608)
305608
ValueCountFrequency (%) 
https://www.flickr.com/photos/19263293@N00/24369325349 1 < 0.1%
 
https://www.flickr.com/photos/142072863@N02/27146382052 1 < 0.1%
 
https://www.flickr.com/photos/84186714@N03/24048349849 1 < 0.1%
 
https://www.flickr.com/photos/7552532@N07/25954383075 1 < 0.1%
 
https://www.flickr.com/photos/62467895@N04/18462292402 1 < 0.1%
 
https://www.flickr.com/photos/36557347@N00/21742700723 1 < 0.1%
 
https://www.flickr.com/photos/128298000@N03/24975965899 1 < 0.1%
 
https://www.flickr.com/photos/10513376@N05/22937537209 1 < 0.1%
 
https://www.flickr.com/photos/130096392@N06/16528197409 1 < 0.1%
 
https://www.flickr.com/photos/134585064@N05/24419900476 1 < 0.1%
 
Other values (305603) 305603 > 99.9%
 
ValueCountFrequency (%) 
https 305613 100.0%
 
ValueCountFrequency (%) 
www.flickr.com 305613 100.0%
 
ValueCountFrequency (%) 
/photos/127986446@N04/18773318551 1 < 0.1%
 
/photos/78612824@N06/23901277801 1 < 0.1%
 
/photos/130216747@N02/18750781536 1 < 0.1%
 
/photos/106235797@N06/20218953789 1 < 0.1%
 
/photos/92370160@N02/21249054016 1 < 0.1%
 
/photos/77042084@N00/24476715844 1 < 0.1%
 
/photos/135196800@N03/23456636123 1 < 0.1%
 
/photos/64107048@N00/23663569270 1 < 0.1%
 
/photos/58902236@N07/20983291278 1 < 0.1%
 
/photos/100380516@N05/22904329853 1 < 0.1%
 
Other values (305603) 305603 > 99.9%
 
ValueCountFrequency (%) 
305613 100.0%
 
ValueCountFrequency (%) 
305613 100.0%
 

photo_firstdatetaken
Real number (ℝ≥0)

Distinct count28709
Unique (%)9.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1992559628.6518767
Minimum0
Maximum2016072513
Zeros504
Zeros (%)0.2%
Memory size4.7 MiB

Quantile statistics

Minimum0
5-th percentile1978101216
Q12003032623
median2008010310
Q32012091002
95-th percentile2015052819
Maximum2016072513
Range2016072513
Interquartile range (IQR)9058379

Descriptive statistics

Standard deviation148798914.2
Coefficient of variation (CV)0.07467727043
Kurtosis169.6670178
Mean1992559629
Median Absolute Deviation (MAD)28321137.93
Skewness-12.96648433
Sum6.089521258e+14
Variance2.214111688e+16
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 5.05000000e+03 6.65550000e+04 1.56655500e+06 8.33010150e+08 ... 2.01602211e+09 2.01602211e+09 2.01602292e+09 2.01607051e+09 2.01607251e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2000010100 10892 3.6%
 
1980010100 9355 3.1%
 
2011052016 1376 0.5%
 
2002010100 1263 0.4%
 
2001052517 1245 0.4%
 
2007010112 1187 0.4%
 
2003010100 1133 0.4%
 
10100 1122 0.4%
 
2002042614 1120 0.4%
 
2005022113 1104 0.4%
 
Other values (28699) 275816 90.3%
 
ValueCountFrequency (%) 
0 504 0.2%
 
10100 1122 0.4%
 
123010 6 < 0.1%
 
3010100 1 < 0.1%
 
666010201 2 < 0.1%
 
ValueCountFrequency (%) 
2016072513 1 < 0.1%
 
2016072423 1 < 0.1%
 
2016072113 1 < 0.1%
 
2016071916 8 < 0.1%
 
2016070823 1 < 0.1%
 

location_description
Categorical

HIGH CARDINALITY
Distinct count1010
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
152806
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128744
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2362
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2191
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1742
Other values (1005)
 
17768
ValueCountFrequency (%) 
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0.179358,-0.0719873,0.00863346,-0.293974,0.23005,-0.444587,0.0391801,-0.106038,-0.143196,-0.138997,0.398919,0.437582,0.0063856,-0.236802,0.284479,0.0175437,-0.00228439,0.0841916,-0.124085,-0.115001,-0.253323,-0.336493,-0.00999133,0.0228071,-0.147773,-0.366056,-0.123924,0.0984635,-0.252555,0.0489934,-0.108857,-0.237115,0.0247133,-0.0780148,0.133307,0.055237,0.15401,0.0265232,-0.0841361,0.10742,0.162837,0.353322,0.050163,-0.293183,-0.344474,-0.202251,-0.0153276,-0.205086,0.102836,0.231594,-0.0027475,-0.126682,0.162173,-0.255193,0.243535,-0.10408,-0.245326,0.17964,-0.0660143,0.29918,0.22609,0.00948705,-0.535466,0.0310308,-0.0995837,0.123852,-0.101516,0.100348,0.035369,-0.262913,-0.153048,0.00413577,0.0370954,-0.0905083,-0.0493499,-0.421111,0.187554,0.0782701,-0.089369,-0.0450633,-0.0331711,0.0868248,-0.058941,-0.0941182,-0.159702,0.195636,-0.0431329,0.554386,-0.0476264,-0.0986264,0.0201809,0.1483,0.332478,0.289006,-0.276679,-0.0558613,0.222455,-0.143816,0.035591,0.0119752,0.330756,-0.246398,-0.068658,0.16116,0.0276743,-0.322355,-0.0664678,0.00934662,-0.0330126,0.21406,0.158894,0.234419,-0.196303,0.331868,0.058926,0.0993655,0.140293,-0.478092,0.0816042,0.218115,0.192953,-0.173309,-0.0670152,-0.0253308,-0.343478,0.249679,0.301022,0.0839413,0.137467,-0.0333482,0.164321,0.0677387,-0.305993,0.07109,0.0300719,0.354146,0.215418,-0.051642,-0.165095,-0.102286,-0.0355486,-0.137184,0.118146,-0.0807352,-0.274566,-0.16655,-0.288485,-0.158715,-0.00518878,-0.0530015,-0.366686,-0.233197,0.224105,0.049704,0.0366535,-0.137885,-0.380398,-0.0835394,-0.307744,0.00286774,0.0387781,0.0965154,-0.204425,0.0423153,0.155027,0.117089,0.0617821,0.217969,0.137437,0.0580442,-0.274303,0.103131,-0.0435124,-0.216891,0.0423295,0.204193,-0.0344023,0.307727,0.0067409,-0.0470311,0.0418424,0.0946841,0.0484271,0.227115,-0.0569227,0.12226,-0.00567389,0.3791,0.131078,-0.154489,0.0534016,0.0738997,-0.563833,0.056234,0.0549636,-0.624208,-0.0542442,0.132961,-0.17472,0.215999,-0.0497606,0.0585154,0.0749069,0.330017,-0.0238436,-0.336368,-0.187354,0.0863152,0.134977,-0.114281,0.268528,0.016021,-0.350237,-0.110827,-0.0237422,-0.112068,-0.187395,-0.0523446,-0.0130905,-0.163067,0.0386714,-0.0862168,-0.0244464,-0.173408,0.10369,0.0913605,0.1181,0.171084,-0.213896,-0.0673623,0.0882399,0.0449047,0.142646,0.194666,-0.189587,0.33285,0.0503981,0.283461,0.0174583,0.22158,0.125013,-0.31832,-0.0745004,-0.223468,0.0894741,-0.0277797,0.0808137,0.265752,-0.40723,-0.439629,-0.0451575,0.194288,-0.257478,0.0504776,-0.170227,0.524753,0.117502,-0.0389762,0.0128773,-0.0435704,0.380869,-0.415261,-0.0197518,-0.101345,-0.0416952,-0.12556,-0.29783,0.0267162,-0.323111,0.0987619,0.21755,0.215206,-0.0418279,-0.0666127,0.170649,0.0535828,-0.303421,-0.00699013,-0.156124,0.215019,-0.237632,0.184244,-0.337175,-0.479573,-0.13326,-0.154524,0.134633,0.105028,0.186724,0.246228,-0.0805882,-0.354294,0.199648,0.000827015,-0.0763743,0.0347973,0.266229,0.0976697,0.35582,-0.0991869,0.120279,0.125635,-0.00347944,-0.301392,-0.154928,-0.190441,0.124823,0.0308724,0.31676,0.176585,0.189459,-0.193455,-0.227078,-0.154703,-0.134113,0.35917,-0.0421319,0.106682,0.154408,-0.180282,-0.073235,0.190993,-0.265417,-0.229902,-0.125663,0.184432,0.240035,0.237947,-0.0247993,0.187905,-0.0470938,-0.16628,-0.0736991,0.158516,0.254035,-0.452054,-0.00353115,-0.0305277,-0.359948,0.305875,0.0830756,0.265572,-0.0620626,0.0414679,0.197533,0.128132,-0.0382986,0.0638165,-0.239469,0.059653,-0.18626,-0.220873,-0.319623,-0.0965023,0.243214,-0.0785308,0.0204017,-0.274904,0.16394,0.0373601,0.191069,-0.395073,-0.0555682,-0.353587,-0.118651,0.600535,-0.230813,0.0980407,0.0425052,0.0634943,-0.36622,-0.0231506,0.0145017,0.0480838,-0.0596528,-0.0199199,-0.339262,0.0835449,-0.0190994,-0.238782,0.154498,0.154647,0.289331,-0.16454,-0.118582,0.172215,0.283901,0.0263037,0.0795652,0.0891444,-0.176267,0.0726779,-0.0492524,0.271983,-0.128361,-0.0506811,0.261278,-0.293573,0.00404929,0.157299 476 0.2%
 
Other values (1000) 14628 4.8%
 

Length

Max length4198
Mean length983.1898676
Min length1
ValueCountFrequency (%) 
Decimal_Number 10 62.5%
 
Control 2 12.5%
 
Other_Punctuation 2 12.5%
 
Lowercase_Letter 1 6.2%
 
Dash_Punctuation 1 6.2%
 
ValueCountFrequency (%) 
Common 15 93.8%
 
Latin 1 6.2%
 
ValueCountFrequency (%) 
ASCII 16 100.0%
 

photo_count
Real number (ℝ≥0)

SKEWED
Distinct count8136
Unique (%)2.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13958.691145337403
Minimum0
Maximum2978819
Zeros454
Zeros (%)0.1%
Memory size4.7 MiB

Quantile statistics

Minimum0
5-th percentile91
Q1647
median2729
Q39229
95-th percentile46830
Maximum2978819
Range2978819
Interquartile range (IQR)8582

Descriptive statistics

Standard deviation92347.15579
Coefficient of variation (CV)6.615746049
Kurtosis856.3251586
Mean13958.69115
Median Absolute Deviation (MAD)17702.22266
Skewness27.50764037
Sum4265957477
Variance8527997183
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.000000e+00 5.000000e-01 4.500000e+00 5.500000e+00 1.250000e+01 ... 2.185940e+05 3.648450e+05 4.638525e+05 7.925960e+05 2.978819e+06], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5238 1376 0.5%
 
4223 1259 0.4%
 
24779 1120 0.4%
 
41101 1104 0.4%
 
23490 1100 0.4%
 
128044 1059 0.3%
 
3792 1001 0.3%
 
1877 965 0.3%
 
6593 956 0.3%
 
6509 947 0.3%
 
Other values (8126) 294726 96.4%
 
ValueCountFrequency (%) 
0 454 0.1%
 
1 53 < 0.1%
 
2 34 < 0.1%
 
3 33 < 0.1%
 
4 33 < 0.1%
 
ValueCountFrequency (%) 
2978819 245 0.1%
 
806631 198 0.1%
 
778561 229 0.1%
 
467492 205 0.1%
 
460213 1 < 0.1%
 

ispro
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.7 MiB
0
192036
1
113577
ValueCountFrequency (%) 
0 192036 62.8%
 
1 113577 37.2%
 

user_description
Categorical

HIGH CARDINALITY
Distinct count18492
Unique (%)6.1%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
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1120
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1104
Other values (18487)
159401
ValueCountFrequency (%) 
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0.08742,0.0128559,0.0030796,0.0344516,-0.00592239,-0.203365,-0.0277452,-0.15259,-0.0669622,-0.0941068,-0.0295773,0.157482,0.0672078,-0.100205,0.0280629,0.0446223,0.105533,0.0517271,-0.0763096,0.0679134,-0.217388,-0.0047964,0.0398416,-0.0750307,-0.228136,-0.235639,-0.0585497,0.082257,0.0154522,-0.0992935,-0.0123619,-0.140789,-0.0316723,-0.00728785,0.00822732,-0.0315658,0.180505,-0.0871278,0.0229829,0.111283,-0.0689676,0.322868,0.157,-0.127267,-0.140382,-0.0621264,0.0135392,0.0082978,-0.0320819,-0.0145963,-0.103583,0.100129,0.16578,0.0876199,0.0466893,-0.0527788,0.0405692,0.16272,-0.0325595,-0.18876,-0.0706739,-0.0797827,-0.0622363,0.0553083,-0.233518,0.0868816,0.0581166,0.0140185,-0.0932881,-0.0508833,-0.0254682,-0.0943023,-0.0816518,-0.196532,-0.148241,0.0182705,-0.0724825,-0.185112,0.0876645,0.0921779,0.139267,0.000315887,-0.0495696,0.029308,-0.172298,0.0290185,0.0138471,0.125818,0.0636245,-0.154337,0.235404,0.134582,0.0348199,0.0116298,-0.0593745,-0.0540129,-0.0113019,0.0899491,0.0686473,0.0398091,0.162027,-0.0234628,-0.0224317,-0.139694,0.138379,-0.00411639,0.00724011,-0.0730272,-0.201327,0.162957,0.136436,0.0938532,-0.0136214,0.0814467,-0.128608,0.195191,0.115366,-0.0959545,0.0838062,0.114603,0.0293438,0.0837167,-0.220619,-0.0942585,-0.194233,0.082135,0.136982,0.023797,-0.0836776,-0.0244858,0.138951,-0.0925884,-0.0658371,-0.0630361,-0.0609115,0.00751554,0.114471,-0.395956,-0.0313377,-0.0868679,-0.0447932,0.0309608,-0.0417941,0.154164,-0.0451091,0.0351383,-0.0439597,0.0149662,-0.182313,-0.0512156,-0.0897109,-0.0293673,0.155436,0.0326341,-0.0485266,0.119256,-0.170239,0.0311428,-0.0714134,0.0678833,0.0039369,0.124846,0.0299319,-0.000409225,0.140844,-0.0376607,0.0582463,0.0654006,0.0822048,0.0501609,-0.0795426,0.0113792,0.217446,-0.102049,-0.0288071,-0.012663,0.0349162,0.101194,-0.0313881,0.0544993,-0.127955,-0.0243204,-0.0504506,0.0636774,0.0117458,-0.0969619,-0.15753,0.0252451,0.0106223,-0.0717965,0.227551,0.0438206,-0.311103,0.00414682,0.00625946,-0.118061,-0.140523,0.13275,0.0661661,0.0118126,-0.0864498,-0.0357878,0.210239,-0.0559616,0.0903239,-0.248339,0.0788528,0.100531,0.0911648,-0.0731075,-0.0571875,-0.0316337,-0.376306,0.0486657,0.11598,-0.0322868,-0.0811458,0.263813,0.105262,-0.188791,-0.00351136,-0.0144385,0.0145467,0.0621921,0.00216273,-0.035099,0.0306935,0.0669534,0.21181,0.0598389,0.058034,-0.171603,-0.0442875,0.0930715,-0.145739,0.228757,-0.134872,0.131115,-0.0269768,0.0110775,0.0427757,-0.14713,-0.113308,-0.0854406,0.0457893,-0.104115,-0.0283212,0.0297867,-0.0597809,-0.246068,0.0449781,-0.000738516,-0.0357168,0.0430229,-0.204519,0.0605154,-0.123299,-0.00416873,-0.040881,-0.0392224,0.126796,0.017592,0.0125547,0.0126122,0.0494408,-0.0351388,0.0596829,0.0566311,0.0243371,-0.0701899,0.03154,0.147762,-0.0846448,-0.0715191,-0.062145,-0.0330208,-0.169343,-0.0395644,-0.111326,-0.129332,-0.0331574,-0.121892,-0.0587586,-0.211257,-0.046636,-0.00623318,0.0669135,0.0453957,0.114058,-0.122199,-0.0707444,-0.218907,0.195143,-0.14141,-0.0470379,0.114697,0.109836,-0.0887879,0.110145,-0.267284,-0.0535705,0.0911257,0.00598148,-0.0867271,-0.0760996,0.00349765,0.043098,0.0118544,-0.0534895,0.234913,0.053172,0.0454216,-0.0768578,-0.195912,0.0661373,0.027168,-0.0686858,-0.0816589,0.212602,-0.0531612,0.0971812,-0.0838877,0.0150445,0.0473704,0.120374,0.0140327,0.140988,0.0027038,0.140151,0.289243,-0.165977,-0.0752568,-0.0624672,-0.107275,0.0373579,-0.283633,0.248534,-0.0991002,-0.102158,0.0732596,-0.0926093,0.16411,-0.19482,-0.0228674,0.0955314,-0.00133483,0.164754,0.0991405,-0.0235619,-0.0207733,-0.060903,-0.000371634,-0.033222,-0.121266,-0.0584837,-0.0552281,0.0796664,-0.115827,0.042845,0.0410616,0.124206,-0.0960712,0.0379238,-0.164224,0.0559801,0.0884852,-0.0732789,0.0356113,0.0977447,0.166156,-0.107994,0.0437756,0.0973245,-0.0423599,-0.05053,-0.10273,0.0356349,-0.0286407,0.0107523,-0.0970476,0.0149117,0.0468088,0.164698,-0.100787,-0.142578,0.134163,-0.0292388,-0.0291684,0.219731,0.123213,0.00902244,-0.0166281,-0.155986,0.0915038,0.143423,0.00211582,0.118738,-0.0182279,0.176832 834 0.3%
 
Other values (18482) 154610 50.6%
 

Length

Max length4195
Mean length2889.37574
Min length1595
ValueCountFrequency (%) 
Decimal_Number 10 71.4%
 
Other_Punctuation 2 14.3%
 
Lowercase_Letter 1 7.1%
 
Dash_Punctuation 1 7.1%
 
ValueCountFrequency (%) 
Common 13 92.9%
 
Latin 1 7.1%
 
ValueCountFrequency (%) 
ASCII 14 100.0%
 

canbuypro
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
0
300214
1
 
5399
ValueCountFrequency (%) 
0 300214 98.2%
 
1 5399 1.8%
 

timezone_timezone_id
Real number (ℝ≥0)

ZEROS
Distinct count93
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.632122979061754
Minimum0
Maximum95
Zeros19244
Zeros (%)6.3%
Memory size14.7 MiB

Quantile statistics

Minimum0
5-th percentile0
Q12
median5
Q39
95-th percentile31
Maximum95
Range95
Interquartile range (IQR)7

Descriptive statistics

Standard deviation10.47181995
Coefficient of variation (CV)1.3720717
Kurtosis13.12760475
Mean7.632122979
Median Absolute Deviation (MAD)6.255869697
Skewness3.315649369
Sum2332476
Variance109.6590131
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 85.5 86.5 90.5 92. 95. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 109991 36.0%
 
5 46913 15.4%
 
10 33159 10.8%
 
8 24102 7.9%
 
0 19244 6.3%
 
3 12665 4.1%
 
9 12445 4.1%
 
11 4674 1.5%
 
20 3307 1.1%
 
7 3273 1.1%
 
Other values (83) 35840 11.7%
 
ValueCountFrequency (%) 
0 19244 6.3%
 
1 46 < 0.1%
 
2 109991 36.0%
 
3 12665 4.1%
 
4 1385 0.5%
 
ValueCountFrequency (%) 
95 1 < 0.1%
 
94 1 < 0.1%
 
93 1 < 0.1%
 
91 63 < 0.1%
 
90 5 < 0.1%
 

photo_firstdate
Categorical

HIGH CARDINALITY
Distinct count38241
Unique (%)12.5%
Missing0
Missing (%)0.0%
Memory size14.7 MiB
1339981372
 
1376
1442848198
 
1245
1130986271
 
1120
1039788751
 
1104
1460991930
 
1100
Other values (38236)
299668
ValueCountFrequency (%) 
1339981372 1376 0.5%
 
1442848198 1245 0.4%
 
1130986271 1120 0.4%
 
1039788751 1104 0.4%
 
1460991930 1100 0.4%
 
1275436176 1059 0.3%
 
1355858646 996 0.3%
 
1433461535 965 0.3%
 
1335091251 956 0.3%
 
1269966011 944 0.3%
 
Other values (38231) 294748 96.4%
 

Length

Max length10
Mean length9.977186834
Min length0
ValueCountFrequency (%) 
Decimal_Number 10 71.4%
 
Lowercase_Letter 3 21.4%
 
Uppercase_Letter 1 7.1%
 
ValueCountFrequency (%) 
Common 10 71.4%
 
Latin 4 28.6%
 
ValueCountFrequency (%) 
ASCII 14 100.0%
 

timezone_offset
Real number (ℝ)

ZEROS
Distinct count26
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-1.605808653427701
Minimum-12
Maximum13
Zeros134630
Zeros (%)44.1%
Memory size14.7 MiB

Quantile statistics

Minimum-12
5-th percentile-8
Q1-5
median0
Q30
95-th percentile8
Maximum13
Range25
Interquartile range (IQR)5

Descriptive statistics

Standard deviation4.271962338
Coefficient of variation (CV)-2.660318419
Kurtosis0.3031546802
Mean-1.605808653
Median Absolute Deviation (MAD)3.475212945
Skewness0.2840536578
Sum-490756
Variance18.24966221
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-12. -11.5 -10.5 -9.5 -8.5 ... 9.5 10.5 11.5 12.5 13. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 134630 44.1%
 
-8 47409 15.5%
 
1 34930 11.4%
 
-5 34256 11.2%
 
-6 15697 5.1%
 
8 7215 2.4%
 
-3 5539 1.8%
 
-7 4759 1.6%
 
2 4559 1.5%
 
10 4186 1.4%
 
Other values (16) 12433 4.1%
 
ValueCountFrequency (%) 
-12 308 0.1%
 
-11 20 < 0.1%
 
-10 245 0.1%
 
-9 72 < 0.1%
 
-8 47409 15.5%
 
ValueCountFrequency (%) 
13 4 < 0.1%
 
12 1246 0.4%
 
11 1 < 0.1%
 
10 4186 1.4%
 
9 2889 0.9%
 

label
Real number (ℝ≥0)

Distinct count1065
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.405524077837002
Minimum1.0
Maximum16.56
Zeros0
Zeros (%)0.0%
Memory size14.7 MiB

Quantile statistics

Minimum1
5-th percentile2.58
Q14.7
median6.23
Q37.98
95-th percentile10.73
Maximum16.56
Range15.56
Interquartile range (IQR)3.28

Descriptive statistics

Standard deviation2.473007774
Coefficient of variation (CV)0.3860742296
Kurtosis0.1461881888
Mean6.405524078
Median Absolute Deviation (MAD)1.96655263
Skewness0.3590540547
Sum1957611.43
Variance6.115767449
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 1.29 1.79 2.16 2.45 ... 14.085 14.625 15.575 15.955 16.56 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 4099 1.3%
 
2.81 3552 1.2%
 
1.58 3539 1.2%
 
2.58 3455 1.1%
 
3.81 3396 1.1%
 
3 3378 1.1%
 
3.91 3339 1.1%
 
4 3240 1.1%
 
3.7 3233 1.1%
 
3.17 3227 1.1%
 
Other values (1055) 271155 88.7%
 
ValueCountFrequency (%) 
1 4099 1.3%
 
1.58 3539 1.2%
 
2 3226 1.1%
 
2.32 3190 1.0%
 
2.58 3455 1.1%
 
ValueCountFrequency (%) 
16.56 1 < 0.1%
 
16.55 2 < 0.1%
 
16.52 1 < 0.1%
 
16.51 1 < 0.1%
 
16.5 1 < 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

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